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S4-B2: Life OS Surfaces

Intent​

Expand Seraph's visible progress, ritual, and review surfaces into a true life operating system.

Capabilities in scope​

  • richer dashboards and review flows
  • stats and progress surfaces
  • dynamic panels or canvas outputs

Non-goals​

  • full ecosystem of user-generated widgets in this batch

Required architectural changes​

  • add richer presentation surfaces driven by real guardian data
  • make periodic reviews and summaries more visually expressive

Likely files/systems touched​

  • frontend panels
  • reporting surfaces
  • backend summary generation

Acceptance criteria​

  • Seraph exposes more useful long-horizon progress than chat alone

Dependencies on earlier batches​

  • depends on S4-B1 and Season 3 data quality

Open risks​

  • visual surfaces can become shallow dashboards if not tied to real outcomes